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Shahab A. Abdulla

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#machine learning Preprint Oct 2026

PVBRF-ID: Private, Verifiable and Byzantine-Robust Federated Intrusion Detection for Oilfield Enterprise Networks

Federated learning allows dispersed oilfield sites to train a shared intrusion detector without pooling network traffic, yet its aggregation step forces a choice between privacy and robustness. Byzantine-robust rules must read each update in the clear, whereas secure aggregation hides updates from the checks that detec...

Mustafa S. Aljumaily, Ali A. Allami, Mustafa N. Mnati et al. · 0 citations

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